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End of preview. Expand in Data Studio

YAML Metadata Warning:empty or missing yaml metadata in repo card

Check out the documentation for more information.

SO-ARM101 Pill Bottle Pick-and-Place Dataset (203 Episodes)

Task: Pick up a white pill bottle (cylinder) and place it inside a black electrical-tape circle.

Prompt (single task): Pick up the white pill bottle and place it inside the black tape circle.

Overview

Property Value
Robot SO-ARM101 (6-DoF follower: 5 joints + gripper)
Control Teleoperation (leader arm)
Episodes 203
Total frames 77,944
FPS 30
Total duration ~43 minutes
Dataset version LeRobot v3.0
Codec AV1 (libsvtav1 / libdav1d), YUV420p
Camera resolution 640 x 480
Split train = episodes 0-202

Data Format

LeRobot v3 dataset layout:

pill_bottle_203/
β”œβ”€β”€ meta/
β”‚   β”œβ”€β”€ info.json          # dataset metadata (features, fps, splits, codec)
β”‚   β”œβ”€β”€ episodes           # per-episode metadata (video file + timestamp ranges)
β”‚   β”œβ”€β”€ stats.json         # normalization statistics per feature
β”‚   └── tasks.parquet      # task strings
β”œβ”€β”€ data/
β”‚   └── chunk-000/         # parquet files: file-000..file-NNN.parquet
β”œβ”€β”€ videos/
β”‚   β”œβ”€β”€ observation.images.top/
β”‚   β”‚   └── chunk-000/     # AV1 video files
β”‚   └── observation.images.gripper/
β”‚       └── chunk-000/
└── README.md

Features (info.json)

Key Type Shape Content
observation.images.top video (AV1) 480x640x3 RGB top-down camera view of workspace
observation.images.gripper video (AV1) 480x640x3 RGB gripper-side close-up camera
observation.state float32 [6] joint positions (normalized -100..100)
action float32 [6] joint target positions (normalized -100..100)
timestamp float32 [1] time within episode (s)
frame_index int64 [1] global frame index
episode_index int64 [1] episode id (0-202)
index int64 [1] global row index
task_index int64 [1] task id (0)

Joint order (observation.state / action)

[shoulder_pan, shoulder_lift, elbow_flex, wrist_flex, wrist_roll, gripper]

  • Positions are normalized to the calibrated motor range, units span roughly -100..+100 (RANGE_M100_100), gripper uses RANGE_0_100 (open β‰ˆ low, close β‰ˆ higher).
  • use_degrees = False (normalized range, not radians/degrees).

Recording Setup

  • Follower (slave) arm on /dev/ttyACM1, calibrated id my_awesome_follower_arm.
  • Leader (master) arm on /dev/ttyACM0, calibrated id my_awesome_leader_arm.
  • Cameras: top = /dev/video0, gripper = /dev/video2, both MJPG 640x480 @30fps, RGB.
  • Every episode starts from the folded home pose: shoulder_pan β‰ˆ -3.5, shoulder_lift β‰ˆ -98.5, elbow β‰ˆ +98.7, wrist_flex β‰ˆ -98, wrist_roll β‰ˆ -50, gripper β‰ˆ 2 (open).
  • Object placement (bottle and tape circle) is randomized across the workspace center region per episode.

Notes on a few episodes

  • Episodes 31, 136, 198 start with a slightly different home pose (wrist/gripper off by a few units from the standard folded pose). These are valid demonstrations; the model conditions on the observed state so this introduces only minor start-state variation.

How to Load

from lerobot.datasets.lerobot_dataset import LeRobotDataset

ds = LeRobotDataset("franecki/pill_bottle_203")
episode = ds[0]  # returns frames with observation.images.*, observation.state, action

Or via CLI after upload:

huggingface-cli download franecki/pill_bottle_203 --repo-type dataset --local-dir ~/.cache/huggingface/lerobot/franecki/pill_bottle_203

Notes

  • Videos are AV1 encoded. Decoding requires torchcodec or pyav/libdav1d (OpenCV alone cannot decode AV1).
  • The observation.state and action values are already normalized to the calibrated motor range; use meta/stats.json (already computed) for the training pipeline's normalization stats.
  • Video files may contain a small number of extra (orphan) frames at episode boundaries that are never referenced; they are ignored by timestamp-based frame retrieval.
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